{"id":"W4412989982","doi":"10.63332/joph.v4i3.3141","title":"The Role of Social Media In Public Health Communication And Behavior Change In Adolescents","year":2025,"lang":"en","type":"article","venue":"Journal of Posthumanism","topic":"Child Development and Digital Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Innovation Cluster (Canada)","funders":"","keywords":"Behavior change; Social media; Public health; Health communication; Psychology; Social communication; Public relations; Social psychology; Political science; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001854372,0.0002395084,0.0002071791,0.001303915,0.001081327,0.002744205,0.0003744565,0.0006166065,0.003110118],"category_scores_gemma":[0.008905052,0.0002317598,0.0003604833,0.0005942301,0.0006645686,0.00141977,0.001193453,0.0009963989,0.0002553697],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008475189,"about_ca_system_score_gemma":0.001219668,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004584231,"about_ca_topic_score_gemma":0.006086161,"domain_scores_codex":[0.9978794,0.001389224,0.00008539075,0.0001062737,0.000285573,0.0002541359],"domain_scores_gemma":[0.9913545,0.005169845,0.001744286,0.0002616138,0.0006008102,0.0008688287],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003738755,0.001884634,0.8010908,0.0003400629,0.0002335353,0.00129375,0.055802,0.0002850794,0.002855501,0.004123379,0.001437905,0.1302795],"study_design_scores_gemma":[0.00005303932,0.0006268609,0.9088167,0.0006523951,0.0002972719,0.0008556374,0.06380076,0.001733342,0.001984143,0.002655169,0.01846877,0.00005595202],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9851306,0.001049402,0.0002937261,0.001509617,0.00004623752,0.00003607348,0.00008786549,0.0000148376,0.01183167],"genre_scores_gemma":[0.9986045,0.0003978108,0.0002275223,0.000093514,0.00002418305,0.00001745302,0.0000190132,0.000004832807,0.0006113221],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004584231,"threshold_uncertainty_score":0.01040435,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04789059679070794,"score_gpt":0.3392847904606829,"score_spread":0.2913941936699749,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}